SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 626–650 of 822 papers

TitleStatusHype
Differentially Private Synthetic Data Generation via Lipschitz-Regularised Variational Autoencoders—0
Synthetically Generating Human-like Data for Sequential Decision Making Tasks via Reward-Shaped Imitation Learning—0
Modernizing Old Photos Using Multiple References via Photorealistic Style Transfer—0
Leveraging GANs for data scarcity of COVID-19: Beyond the hype—0
Coincidental Generation—0
AraSpot: Arabic Spoken Command SpottingCode0
Unsupervised Domain Transfer with Conditional Invertible Neural Networks—0
Does Synthetic Data Generation of LLMs Help Clinical Text Mining?—0
Quantifying the LiDAR Sim-to-Real Domain Shift: A Detailed Investigation Using Object Detectors and Analyzing Point Clouds at Target-LevelCode0
Synthesizing Mixed-type Electronic Health Records using Diffusion Models—0
Distributional Learning of Variational AutoEncoder: Application to Synthetic Data GenerationCode0
Machine Learning for Synthetic Data Generation: A Review—0
A Modified CTGAN-Plus-Features Based Method for Optimal Asset Allocation—0
PromptMix: Text-to-image diffusion models enhance the performance of lightweight networks—0
Talk the Walk: Synthetic Data Generation for Conversational Music Recommendation—0
A Linear Reconstruction Approach for Attribute Inference Attacks against Synthetic DataCode0
Simplex Autoencoders—0
CogReact: A Reinforced Framework to Model Human Cognitive Reaction Modulated by Dynamic Intervention—0
Synthetic data generation method for data-free knowledge distillation in regression neural networksCode0
Domain Generalization via Ensemble Stacking for Face Presentation Attack Detection—0
Synthetic Data Generation for Visual Detection of Flattened PET BottlesCode0
Privacy-Preserving Domain Adaptation of Semantic Parsers—0
GenSyn: A Multi-stage Framework for Generating Synthetic Microdata using Macro Data SourcesCode0
Synthetic Traffic Generation with Wasserstein Generative Adversarial NetworksCode0
Brain Tumor Synthetic Data Generation with Adaptive StyleGANsCode0
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All datasetsUCI Epileptic Seizure RecognitionUNSW-NB15

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1corGANAUROC0.92—Unverified
2GANAUROC0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1kiNETGANEMD0.07—Unverified
2CTGANEMD0.07—Unverified